Measure. Adjust. Fill.
Object handling around a scoop, scale and container.
Inspect labels ↗Real-world operations / Structured data
Human demonstrations
for embodied AI.
Multi-view video and structured annotations from real industrial work. For robotics teams evaluating how people handle objects, complete tasks and recover from interruptions.
FIRST CAPTURE SCENARIO / FOOD HANDLING & PACKAGING
2D HAND ESTIMATES
ACTION INTERVALSSOURCE-FRAME TRACEABILITY
EVALUATION SAMPLE V6
ACTION INTERVALSSOURCE-FRAME TRACEABILITY
EVALUATION SAMPLE V6
01Multi-view capture
02Action & hand annotations
03Traceable data delivery
In practice / Food handling & packaging
Real tasks.
A closer look.
Explore our current evaluation sample: three selected operations, six camera views and annotations you can inspect.
View fields & sample specification ↗Annotated overview · 58 seconds · Face-blurred, ULOVE AI watermarked preview
EVALUATION SAMPLE 0013 excerpts · 52 seconds of activity
Position and seal.
Container handling at a sealing machine.
Inspect labels ↗Retrieve and return.
A container is retrieved from the floor and returned to a tray.
Inspect labels ↗Three independent operation excerpts. The recovery example shows floor retrieval and return; the initial drop is outside the clip. See the data specification for scope.
What goes into a delivery
From recorded work
to inspectable data.
Capture context, label visible actions, and keep every selected frame connected to its source. Review the outputs before defining your next collection.
Multiple perspectives
Head-mounted, wrist-mounted and external camera views document the same working environment.
Action sequences
Selected operations are segmented into labeled phases, with recovery behavior described where observed.
2D hand estimates
Image-space hand estimates with point provenance and visibility-dependent availability.
Traceable delivery
JSON and CSV annotations, source-frame mappings, integrity checks and an offline review interface.
Build around your requirements
Start with a sample.
Define the next batch.
Bring your target task and required fields. Together, we can define a pilot, review the data against your criteria, and scope a larger collection.
- 01Define tasks, views and labels
- 02Review a pilot against agreed criteria
- 03Confirm volume, delivery and licensing
CURRENT EVALUATION DELIVERY
- Viewing exports
- 1920 × 1080 / 30 fps
- Annotations
- Action intervals + 2D hand estimates
- Structured files
- JSON / CSV + source-frame mapping
- Evaluation scope
- Human demonstrations; no robot action trajectories
- Custom requirements
- Defined and validated per pilot
About ULoveAI
Industrial scenarios.
A shared data goal.
ULoveAI connects industrial capture scenarios in China with robotics and embodied AI teams, through a business contact in California.
Our current focus is human manipulation in food handling and packaging. Explore the sample, then define a pilot around your task and acceptance criteria.
Meet ULoveAI ↗Start a conversation
Tell us what
you want to capture.
Evaluating the sample or planning a collection? Share your requirements so we can identify a useful starting point.
yvonne@uloveai.us ↗US business contact · Pacific Time
Sample access and dataset licensing are discussed separately.